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most citedA Critical Assessment of PINNs and Operator Learning for Geotechnical Engineering

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cs.CV2025

From images to properties: a NeRF-driven framework for granular material parameter inversion

Cheng-Hsi Hsiao, Krishna Kumar

We introduce a novel framework that integrates Neural Radiance Fields (NeRF) with Material Point Method (MPM) simulation to infer granular material properties from visual observati…